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arxiv: 1907.03117 · v1 · pith:GPZOSB42new · submitted 2019-07-06 · 📡 eess.SP

On the Physical Layer Security of a Decode and Forward Based Mixed FSO/RF Cooperative System

Pith reviewed 2026-05-25 01:48 UTC · model grok-4.3

classification 📡 eess.SP
keywords physical layer securitymixed FSO/RFdecode and forwardsecrecy outage probabilitystrictly positive secrecy capacityFox's H-functionMalaga distributionNakagami-m
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The pith

Closed-form expressions for secrecy outage probability and strictly positive secrecy capacity are derived for a mixed FSO/RF decode-and-forward system.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

This paper examines the physical layer security of a cooperative mixed free space optics and radio frequency system that uses decode-and-forward relaying when eavesdroppers are present. The FSO links follow the Malaga distribution while the RF link follows the Nakagami-m distribution. Exact closed-form expressions in terms of Fox's H-function are obtained for key secrecy metrics including secrecy outage probability and strictly positive secrecy capacity, and asymptotic forms are also provided. The derivations allow direct computation of secrecy performance without relying solely on simulations.

Core claim

The central claim is that exact closed form expressions for secrecy performance metrics such as secrecy outage probability and strictly positive secrecy capacity are derived and analyzed for the proposed mixed FSO/RF system in terms of Fox's H-function, with the faded FSO links modeled by Malaga distribution and the RF link characterized by Nakagami-m distribution.

What carries the argument

Fox's H-function closed-form expressions for secrecy outage probability and strictly positive secrecy capacity derived under Malaga and Nakagami-m fading models.

If this is right

  • The secrecy performance metrics can be computed exactly for varying system parameters.
  • Asymptotic expressions provide insights into high signal-to-noise ratio behavior.
  • Monte-Carlo simulations validate the analytical results across different scenarios.
  • The analysis supports evaluation of the impact of eavesdroppers on the mixed system.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • These expressions could be used to optimize power allocation or relay placement for improved secrecy.
  • Similar derivations might apply to other mixed communication systems with different fading models.
  • The framework assumes ideal conditions, so incorporating pointing errors would test real-world applicability.

Load-bearing premise

The Malaga distribution for FSO links and Nakagami-m for RF links accurately represent the channel conditions without additional impairments like pointing errors.

What would settle it

Monte-Carlo simulation results that deviate significantly from the derived closed-form expressions for secrecy outage probability at various SNR levels would indicate the expressions are incorrect.

Figures

Figures reproduced from arXiv: 1907.03117 by Dipti R. Pattanayak, Hongjiang Lei, Imran Shafique Ansari, Mohamed-Slim Alouini, Vikram Karwal, Vivek K. Dwivedi.

Figure 1
Figure 1. Figure 1: Secrecy outage probability versus average SNR with [PITH_FULL_IMAGE:figures/full_fig_p005_1.png] view at source ↗
Figure 2
Figure 2. Figure 2: Secrecy outage probability versus average SNR for Gamma-Gamma [PITH_FULL_IMAGE:figures/full_fig_p005_2.png] view at source ↗
Figure 5
Figure 5. Figure 5: Secrecy outage probability versus average SNR ( [PITH_FULL_IMAGE:figures/full_fig_p006_5.png] view at source ↗
Figure 6
Figure 6. Figure 6: Secrecy outage probability versus average SNR ( [PITH_FULL_IMAGE:figures/full_fig_p006_6.png] view at source ↗
read the original abstract

In this letter, the secrecy performance of a mixed free space optics (FSO) and radio frequency (RF) system is analyzed from physical layer security (PHY) perspective. In this scenario, one or more eavesdroppers are trying to intercept the confidential signal in a mixed FSO/RF system. The faded FSO links are modeled by Malaga ($\mathcal{M} $) distribution and RF link is characterized by Nakagami-$m$ distribution. Exact closed form expressions for secrecy performance metrics such as secrecy outage probability and strictly positive secrecy capacity are derived and analyzed for the proposed system in terms of Fox's H-function. Furthermore, the asymptotic expressions for these performance metrics are analyzed. Finally, all the results are verified by Monte-Carlo simulations.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

1 major / 0 minor

Summary. The paper analyzes physical layer security in a decode-and-forward mixed FSO/RF cooperative system with eavesdroppers present. FSO links follow the Malaga (M) distribution and the RF link follows Nakagami-m fading. Exact closed-form expressions for secrecy outage probability and strictly positive secrecy capacity are derived in terms of Fox's H-function; asymptotic expressions are also obtained, and all analytical results are verified by Monte Carlo simulation.

Significance. If the derivations hold under the stated models, the closed-form Fox's H-function expressions supply a compact analytical framework for secrecy metrics in hybrid FSO/RF DF systems. The asymptotic results give insight into high-SNR behavior, and the Monte Carlo verification provides direct numerical support for the claimed expressions.

major comments (1)
  1. [System model / Secrecy performance analysis] System model (and subsequent SOP/SPSC integrals): the FSO link is modeled by the turbulence-only Malaga PDF. Standard FSO treatments include a pointing-error factor (power-law term with parameter ξ) that alters the composite PDF and its Mellin transform. Substituting the composite PDF into the secrecy integrals (which already involve the DF min-SNR, Nakagami-m main and eavesdropper channels) produces a different Fox-H argument structure or requires an extra summation; the paper's exact closed forms therefore rest on the omission of pointing errors.

Simulated Author's Rebuttal

1 responses · 0 unresolved

We thank the referee for the careful and constructive review of our manuscript. We address the major comment point by point below.

read point-by-point responses
  1. Referee: System model (and subsequent SOP/SPSC integrals): the FSO link is modeled by the turbulence-only Malaga PDF. Standard FSO treatments include a pointing-error factor (power-law term with parameter ξ) that alters the composite PDF and its Mellin transform. Substituting the composite PDF into the secrecy integrals (which already involve the DF min-SNR, Nakagami-m main and eavesdropper channels) produces a different Fox-H argument structure or requires an extra summation; the paper's exact closed forms therefore rest on the omission of pointing errors.

    Authors: We agree with the referee that the standard composite FSO channel model often incorporates both turbulence (via the Malaga distribution) and pointing errors. Our manuscript explicitly adopts the Malaga distribution to model turbulence-induced fading on the FSO links, without the pointing-error term. This modeling decision is stated in the system model section and enables the closed-form Fox's H-function expressions under the given assumptions. The derivations are correct for the turbulence-only case. To improve clarity, we will revise the manuscript to explicitly note this modeling choice and briefly discuss pointing errors as a possible extension. revision: partial

Circularity Check

0 steps flagged

No circularity; derivations follow directly from standard PDFs and integral transforms without self-reference or fitted inputs.

full rationale

The paper starts from the Malaga and Nakagami-m PDFs, applies the DF min-SNR construction, and evaluates the SOP and SPSC integrals via known Mellin-transform identities that produce Fox H-functions. These steps are algebraic and do not reduce any claimed result to a fitted parameter or to a prior self-citation that itself assumes the target expression. Monte-Carlo verification is external and does not create circularity. No load-bearing self-citation or ansatz smuggling is present in the derivation chain.

Axiom & Free-Parameter Ledger

0 free parameters · 3 axioms · 0 invented entities

The analysis depends on the validity of standard fading models for FSO and RF channels and the decode-and-forward relaying assumption; no free parameters or invented entities are introduced in the abstract.

axioms (3)
  • domain assumption FSO links are modeled by Malaga (M) distribution
    Invoked to characterize atmospheric turbulence effects in the optical links.
  • domain assumption RF links are characterized by Nakagami-m distribution
    Invoked to model multipath fading in the radio frequency links.
  • domain assumption The system employs decode-and-forward relaying
    Structural assumption for the cooperative mixed FSO/RF setup.

pith-pipeline@v0.9.0 · 5687 in / 1292 out tokens · 27572 ms · 2026-05-25T01:48:28.454339+00:00 · methodology

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Reference graph

Works this paper leans on

20 extracted references

  1. [1]

    The wire-tap channel

    A. D. Wyner, “The wire-tap channel” Bell Syst. Tech. J. , vol. 54, no. 8, pp. 1355–1387, Oct. 1975

  2. [2]

    Performance analysis of physical layer security over generalized-K fading channels using a mixture Gamma distribution

    H. Lei, H. Zhang, I. S. Ansari, C. Gao, Y . Guo, G. Pan, and K. A. Qaraqe, “Performance analysis of physical layer security over generalized-K fading channels using a mixture Gamma distribution”, IEEE Commun. Lett. , vol. 20, no. 2, pp. 408-411, Feb. 2016

  3. [3]

    Secrecy capacity analysis over α−µ fading channels

    H. Lei, I. S. Ansari, G. Pan, B. Alomair and M. S. Alouini, “Secrecy capacity analysis over α−µ fading channels”, IEEE Commun. Lett. , vol. 21, no. 6, pp. 1445–1448, Jun. 2017

  4. [4]

    On physical layer security over generalized gamma fading channels

    H. Lei, C. Gao, Y . Guo and G. Pan, “On physical layer security over generalized gamma fading channels”, IEEE Commun. Lett. , vol. 19, no. 7, pp. 1257–1260, Jul. 2015

  5. [5]

    Survey on Physical Layer Security in Optical Wireless Communication Systems

    M. Obeed, A. M. Salhab, M. S. Alouini and S. A. Zummo, “Survey on Physical Layer Security in Optical Wireless Communication Systems”, International Conf. on Commun. and Net.(ComNet) , pp. 1–5, Hammamet, Tunisia, 2018

  6. [6]

    Physical- Layer Security in Free-Space Optical Communications

    F. J. Lopez-Martinez, G. Gomez and J. M. Garrido-Balsells, “Physical- Layer Security in Free-Space Optical Communications”, IEEE Photonics J., vol. 7, no. 2, pp. 1–14, Apr. 2015

  7. [7]

    Information security risks outside the laser beam in terrestrial free-space optical communication

    D. Zou and Z. Xu, “Information security risks outside the laser beam in terrestrial free-space optical communication”, IEEE Photonics J. , vol. 8, no. 5, pp. 1–9, 2016

  8. [8]

    On secure free-space optical com- munications over M ´alaga turbulence channels

    M. J. Saber and S. M. S. Sadough, “On secure free-space optical com- munications over M ´alaga turbulence channels”, IEEE Wireless Commun. Lett., vol. 6, no. 2, pp. 274–277, Apr. 2017

  9. [9]

    Improving Wireless Physical Layer Security via Cooperating Relays

    L. Dong, Z. Han, A. P. Petropulu and H. V . Poor, “Improving Wireless Physical Layer Security via Cooperating Relays”, IEEE Trans. on Signal Process., vol. 58, no. 3, pp. 1875–1888, Mar. 2010

  10. [10]

    On secrecy performance of mixed RF-FSO systems

    H. Lei, Z. Dai, I. S. Ansari, K. H. Park, G. Pan and M. S. Alouini, “On secrecy performance of mixed RF-FSO systems”, IEEE Photonics J. , vol. 9, no. 4, pp. 1–14, Aug. 2017

  11. [11]

    Security-reliability trade-off analysis for multiuser SIMO mixed RF/FSO relay networks with opportunistic user scheduling

    A. H. Abd El-Malek, A. M. Salhab, S. A. Zummo and M. S. Alouini, “Security-reliability trade-off analysis for multiuser SIMO mixed RF/FSO relay networks with opportunistic user scheduling”, IEEE Trans. Wireless Commun., vol. 15, no. 9, pp. 5904–5918, Sep. 2016

  12. [12]

    Physi- cal Layer Security of Hybrid Satellite-FSO Cooperative Systems

    Y . Ai, A. Mathur, M. Cheffena, M. R. Bhatnagar and H. Lei, “Physi- cal Layer Security of Hybrid Satellite-FSO Cooperative Systems”, IEEE Photonics J. , vol. 11, no. 1, pp. 1–14, Feb. 2019

  13. [13]

    Secrecy outage analysis of mixed RF-FSO downlink SWIPT systems

    H. Lei, Z. Dai, K.-H. Park, G. Pan, W. Lei, and M. S. Alouini, “Secrecy outage analysis of mixed RF-FSO downlink SWIPT systems”, IEEE Trans. Commun., vol. 66, no. 12, pp. 6384–6395, Dec. 2018

  14. [14]

    On the performance analysis of dual-hop mixed FSO/RF systems

    E. Zedini, H. Soury and M. S. Alouini, “On the performance analysis of dual-hop mixed FSO/RF systems”, in IEEE Trans. on Wireless Commun. , vol. 15, no. 5, pp. 3679–3689, May 2016

  15. [15]

    Performance analysis of free- space optical links over M ´alaga (M) turbulence channels with pointing errors

    I. S. Ansari, F. Yilmaz and M. Alouini, “Performance analysis of free- space optical links over M ´alaga (M) turbulence channels with pointing errors”, in IEEE Trans. on Wireless Commun. , vol. 15, no. 1, pp. 91–102, Jan 2016

  16. [16]

    Table of Integrals, Series and Products

    I. S. Gradshteyn and I. M. Ryzhik, “Table of Integrals, Series and Products”, Academic Press, New York, 2000

  17. [17]

    A statistical channel model for a decode–and–forward based dual hop mixed RF/FSO relay network

    D. R. Pattanayak, S. Rai, V . K. Dwivedi and G. Singh, “A statistical channel model for a decode–and–forward based dual hop mixed RF/FSO relay network”, Opt Quant Electron , vol. 50, p. 229, May 2018

  18. [18]

    Mathematica Edition: Version 8.0

    I. Wolfram, “Mathematica Edition: Version 8.0”. Champaign, Illinois: Wolfram Research Inc., 2010

  19. [19]

    Rician K -factor-based analysis of XLOS service probability in 5G outdoor ultra-dense networks

    H. Chergui, M. Benjillali and M. Alouini, “Rician K -factor-based analysis of XLOS service probability in 5G outdoor ultra-dense networks”, in IEEE Wireless Commun. Lett. , vol. 8, no. 2, pp. 428–431, Apr. 2019

  20. [20]

    An integral involving generalized function of two variables

    P. Mittal and K. Gupta, “An integral involving generalized function of two variables”, Proc. Indian Acad. Sci. Sec. A , vol. 75, no. 3, pp. 117-123, Mar. 1972